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nicolay-rΒ 
posted an update 25 days ago
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πŸ“’ If you're aimed at processing spreadsheet data with LLM Chain-of-Thought technique, then this update might be valuable for you πŸ’Ž

The updated πŸ“¦ bulk-chain-0.24.2 which is aimed at iterative processing of CSV/JSONL data with no-string dependencies from third party LLM frameworks is out πŸŽ‰

πŸ“¦: https://pypi.org/project/bulk-chain/0.24.2/
🌟: https://github.com/nicolay-r/bulk-chain
πŸ“˜: https://github.com/nicolay-r/bulk-chain/issues/26

The key feature of bulk-chain is SQLite caching that saves your time ⏰️ and money πŸ’΅ by guarantee no-data-lost on using remote LLM providers such as OpenAI, ReplicateIO, OpenRouter, etc.

πŸ”§ This release has the following updates:
βœ… Now I am using a separater iterator tiny package source-iter
βœ… You can manually setup amount of attempts to continue in case of the lost connection.
βœ… other minor improvements.

Quick start on GoogleColab:
πŸ“™: https://colab.research.google.com/github/nicolay-r/bulk-chain/blob/master/bulk_chain_tutorial.ipynb

#reasoning #bulk #sqlite3 #chainofthought #cot #nlp #pipeline #nostrings #processing #data #dynamic #llm
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